How do I install the Cutile Autotuning Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/cutile-autotuning/SKILL.md and restart Claude Code. Both flows are detailed at https://claudskills.com/install/.

Is this skill free to install?

Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.

ClaudSkills / Engineering / architecture

Cutile Autotuning

Category: Engineering · Sub-category: architecture · Last updated: 2026-05-25

Use when adding, modifying, optimizing, or debugging CuTile autotuning code. Trigger signals: `exhaustive_search` / `replace_hints` / `hints_fn` / `cuda.tile.tune` in code, `autotune` in filenames, or correctness/performance issues in autotuned CuTile kernels. Covers: tune-once/cache/launch pattern, per-architecture configs (sm80–sm120), parameter space design (tile sizes, occupancy, num_ctas), and 7 common pitfalls with solutions.

From the source SKILL.md

Add autotuning to CuTile kernels using the exhaustive_search API with tune-once/cache/direct-launch pattern.

What this skill does

Cutile Autotuning is a community-contributed Claude Code skill in the architecture sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/cutile-autotuning/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when adding, modifying, optimizing, or debugging CuTile autotuning code. Trigger signals: `exhaustive_search` / `replace_hints` / `hints_fn` / `cuda.

Who uses this skill

The Cutile Autotuning Claude Code skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 70,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/cutile-autotuning
curl -L https://claudskills.com/skills/cutile-autotuning/SKILL.md \
  -o ~/.claude/skills/cutile-autotuning/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/cutile-autotuning/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/cutile-autotuning/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\cutile-autotuning\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Attribution & license

Source: https://github.com/NVIDIA/skills/blob/HEAD/skills/TileGym/cutile-autotuning/SKILL.md
Author: NVIDIA
Website: https://docs.nvidia.com/skills

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA

NVIDIA. (2026). Cutile Autotuning [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/cutile-autotuning/

BibTeX

@misc{cutile-autotuning-2026,
  author    = {NVIDIA},
  title     = {Cutile Autotuning [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/cutile-autotuning/}
}

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